{"id":"W4407864738","doi":"10.35493/medu.45.42","title":"Magic Microbiota: Engineered Cutibacterium acnes","year":2024,"lang":"en","type":"article","venue":"The Meducator","topic":"Microbial Metabolism and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"MAGIC (telescope); Biology; Medicine; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008383524,0.00009654974,0.00006542777,0.00002126013,0.00005000706,0.00005026967,0.0002175914,0.00005105416,0.0001151593],"category_scores_gemma":[0.00001550943,0.00006450157,0.00006448755,0.0001032412,0.00005757689,0.000001771693,0.00005892135,0.0000697294,0.0003410363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004873285,"about_ca_system_score_gemma":0.00007924511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008612456,"about_ca_topic_score_gemma":0.00000254308,"domain_scores_codex":[0.9995131,0.00002071065,0.00009176158,0.0001921141,0.00003185824,0.0001504757],"domain_scores_gemma":[0.9995812,0.000008631755,0.00001243109,0.0003358451,0.00001822121,0.00004362425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002987473,0.0000153472,0.000005068561,0.00001452571,0.00002189479,3.050362e-7,0.00009254394,5.399813e-7,0.9433907,0.0007623509,0.05476608,0.0009276136],"study_design_scores_gemma":[0.00003509905,0.000007778121,0.0004634604,0.000006268024,0.00001989971,0.00002097885,0.00004349776,0.000002530213,0.325408,0.00005456,0.6738649,0.00007304324],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880147,0.006677244,0.0002910609,0.003033172,0.0009850571,0.0001578648,0.00006037398,0.00003389772,0.0007466124],"genre_scores_gemma":[0.9906192,0.0002689046,0.0002949934,0.0004048646,0.001073922,0.00002839949,0.0000584879,0.00002286859,0.007228372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6190988,"threshold_uncertainty_score":0.4383445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005399983091658091,"score_gpt":0.2409114304247941,"score_spread":0.235511447333136,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}